Reducing abnormal expenses in national health insurance based on a control chart and decision tree-driven define, measure, analyze, improve and control process

Author:

Chen Yen-Chang1,Chen Shui-Chuan2,Liu Ying-Sing3ORCID

Affiliation:

1. School of Sport and Health, SanMing University, SanMing, China

2. Department of Industrial Engineering and Management, National Chin-Yi University of Technology, Taichung, Taiwan

3. College of Humanities and Social Sciences, Chaoyang University of Technology, Taichung, Taiwan

Abstract

This study examined the cost of medical insurance for “sepsis” treatment in Taiwan. We applied statistical tests, cost control charts, and C5.0 decision trees using the define, measure, analyze, improve and control (DMAIC) process to mine data on Diagnosis-Related Groups (DRGs) and clinics that reported expense anomalies and disposal costs. Analyzing 353 valid samples (application fees) from four DRGs, 70 clinics, and 15 input variables, abnormalities in application fees for adults (age ≧18 years old) with comorbidities or complications was significant (95% confidence interval) in one DRG and nine clinics. Four input variables (ward charge, treatment fee, laboratory fee, and pharmaceutical service charge) had a significant impact. Improvements or controls should be prioritized for three clinics (Nos. 49, 44, and 14) and two input variables (treatment and laboratory fees). This model can be replicated to ascertain excess medical expenditures and improve the efficiency of medical resource use.

Publisher

SAGE Publications

Subject

Health Informatics

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